Overview

Dataset statistics

Number of variables15
Number of observations8154
Missing cells24830
Missing cells (%)20.3%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory955.7 KiB
Average record size in memory120.0 B

Variable types

NUM13
CAT2

Reproduction

Analysis started2020-08-09 16:03:19.502680
Analysis finished2020-08-09 16:03:42.441136
Duration22.94 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

state_name has a high cardinality: 55 distinct values High cardinality
date has a high cardinality: 190 distinct values High cardinality
tests_positive is highly correlated with casesHigh correlation
cases is highly correlated with tests_positiveHigh correlation
tests is highly correlated with tests_negativeHigh correlation
tests_negative is highly correlated with testsHigh correlation
patients_hosp is highly correlated with patients_icu and 1 other fieldsHigh correlation
patients_icu is highly correlated with patients_hosp and 1 other fieldsHigh correlation
patients_vent is highly correlated with patients_icu and 1 other fieldsHigh correlation
tests_positive has 260 (3.2%) missing values Missing
tests_negative has 373 (4.6%) missing values Missing
tests_pending has 7181 (88.1%) missing values Missing
tests has 260 (3.2%) missing values Missing
patients_icu has 5320 (65.2%) missing values Missing
patients_hosp has 2590 (31.8%) missing values Missing
patients_vent has 5674 (69.6%) missing values Missing
recovered has 3172 (38.9%) missing values Missing
deaths has 956 (11.7%) zeros Zeros

Variables

state_fips
Real number (ℝ≥0)

Distinct count55
Unique (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean31.764410105469707
Minimum1
Maximum78
Zeros0
Zeros (%)0.0%
Memory size63.7 KiB

Quantile statistics

Minimum1
5-th percentile4
Q117
median31
Q346
95-th percentile66
Maximum78
Range77
Interquartile range (IQR)29

Descriptive statistics

Standard deviation18.56159646
Coefficient of variation (CV)0.5843519963
Kurtosis-0.5244100047
Mean31.76441011
Median Absolute Deviation (MAD)14
Skewness0.3433304792
Sum259007
Variance344.532863
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
531902.3%
 
171872.3%
 
61862.3%
 
41852.3%
 
251792.2%
 
551752.1%
 
481682.1%
 
311632.0%
 
491551.9%
 
411521.9%
 
Other values (45)641478.7%
 
ValueCountFrequency (%) 
11381.7%
 
21391.7%
 
41852.3%
 
51401.7%
 
61862.3%
 
ValueCountFrequency (%) 
781371.7%
 
721381.7%
 
691231.5%
 
661361.7%
 
561401.7%
 

state_name
Categorical

HIGH CARDINALITY

Distinct count55
Unique (%)0.7%
Missing0
Missing (%)0.0%
Memory size63.7 KiB
Washington
 
190
Illinois
 
187
California
 
186
Arizona
 
185
Massachusetts
 
179
Other values (50)
7227
ValueCountFrequency (%) 
Washington1902.3%
 
Illinois1872.3%
 
California1862.3%
 
Arizona1852.3%
 
Massachusetts1792.2%
 
Wisconsin1752.1%
 
Texas1682.1%
 
Nebraska1632.0%
 
Utah1551.9%
 
Oregon1521.9%
 
Other values (45)641478.7%
 

Length

Max length44
Median length8
Mean length9.494358597
Min length4

lat
Real number (ℝ≥0)

Distinct count55
Unique (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean38.03802439134168
Minimum13.4417451
Maximum63.347356000000005
Zeros0
Zeros (%)0.0%
Memory size63.7 KiB

Quantile statistics

Minimum13.4417451
5-th percentile18.326748
Q134.8955256
median38.9985661
Q342.9896591
95-th percentile47.4073238
Maximum63.347356
Range49.9056109
Interquartile range (IQR)8.0941335

Descriptive statistics

Standard deviation8.339818492
Coefficient of variation (CV)0.2192495174
Kurtosis2.31621715
Mean38.03802439
Median Absolute Deviation (MAD)4.1030405
Skewness-0.8039084413
Sum310162.0509
Variance69.55257248
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
47.40732381902.3%
 
40.10287541872.3%
 
37.15517731862.3%
 
34.20393551852.3%
 
42.15651961792.2%
 
44.63090711752.1%
 
31.43470321682.1%
 
41.54330531632.0%
 
39.33499251551.9%
 
43.97171251521.9%
 
Other values (45)641478.7%
 
ValueCountFrequency (%) 
13.44174511361.7%
 
14.93678351231.5%
 
18.2176481381.7%
 
18.3267481371.7%
 
19.59776431451.8%
 
ValueCountFrequency (%) 
63.3473561391.7%
 
47.4421741401.7%
 
47.40732381902.3%
 
47.05117711381.7%
 
46.31595731451.8%
 

long
Real number (ℝ)

Distinct count55
Unique (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-85.15719407553347
Minimum-155.5024434
Maximum145.601021
Zeros0
Zeros (%)0.0%
Memory size63.7 KiB

Quantile statistics

Minimum-155.5024434
5-th percentile-120.6229578
Q1-100.4608258
median-89.1526108
Q3-77.0165167
95-th percentile-66.4107992
Maximum145.601021
Range301.1034644
Interquartile range (IQR)23.4443091

Descriptive statistics

Standard deviation45.82399885
Coefficient of variation (CV)-0.5381107181
Kurtosis17.51004852
Mean-85.15719408
Median Absolute Deviation (MAD)12.1360941
Skewness3.863192849
Sum-694371.7605
Variance2099.838871
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-120.57579991902.3%
 
-89.15261081872.3%
 
-119.54341831862.3%
 
-111.60635651852.3%
 
-71.48959151792.2%
 
-89.70939161752.1%
 
-99.28182381682.1%
 
-99.81186461632.0%
 
-111.65633261551.9%
 
-120.62295781521.9%
 
Other values (45)641478.7%
 
ValueCountFrequency (%) 
-155.50244341451.8%
 
-152.83973341391.7%
 
-120.62295781521.9%
 
-120.57579991902.3%
 
-119.54341831862.3%
 
ValueCountFrequency (%) 
145.6010211231.5%
 
144.77190211361.7%
 
-64.97125081371.7%
 
-66.41079921381.7%
 
-68.6666161391.7%
 

date
Categorical

HIGH CARDINALITY

Distinct count190
Unique (%)2.3%
Missing0
Missing (%)0.0%
Memory size63.7 KiB
6/12/2020
 
55
7/27/2020
 
55
4/9/2020
 
55
7/14/2020
 
55
4/4/2020
 
55
Other values (185)
7879
ValueCountFrequency (%) 
6/12/2020550.7%
 
7/27/2020550.7%
 
4/9/2020550.7%
 
7/14/2020550.7%
 
4/4/2020550.7%
 
4/6/2020550.7%
 
7/2/2020550.7%
 
4/30/2020550.7%
 
7/9/2020550.7%
 
5/6/2020550.7%
 
Other values (180)760493.3%
 

Length

Max length9
Median length9
Mean length8.724675006
Min length8

cases
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count6097
Unique (%)74.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean28152.917709099827
Minimum1
Maximum474951
Zeros0
Zeros (%)0.0%
Memory size63.7 KiB

Quantile statistics

Minimum1
5-th percentile5
Q1716.25
median6169
Q328682.5
95-th percentile123787
Maximum474951
Range474950
Interquartile range (IQR)27966.25

Descriptive statistics

Standard deviation59724.32873
Coefficient of variation (CV)2.121425898
Kurtosis20.47032086
Mean28152.91771
Median Absolute Deviation (MAD)6137
Skewness4.182934106
Sum229558891
Variance3566995443
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
12162.6%
 
21131.4%
 
3380.5%
 
6350.4%
 
30340.4%
 
14340.4%
 
5320.4%
 
4320.4%
 
11300.4%
 
7290.4%
 
Other values (6087)756192.7%
 
ValueCountFrequency (%) 
12162.6%
 
21131.4%
 
3380.5%
 
4320.4%
 
5320.4%
 
ValueCountFrequency (%) 
4749511< 0.1%
 
4671031< 0.1%
 
4593381< 0.1%
 
4533271< 0.1%
 
4430961< 0.1%
 

deaths
Real number (ℝ≥0)

ZEROS

Distinct count2572
Unique (%)31.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1355.8254844248222
Minimum0
Maximum32333
Zeros956
Zeros (%)11.7%
Memory size63.7 KiB

Quantile statistics

Minimum0
5-th percentile0
Q112
median174
Q3988.75
95-th percentile6305.05
Maximum32333
Range32333
Interquartile range (IQR)976.75

Descriptive statistics

Standard deviation3730.562247
Coefficient of variation (CV)2.751506215
Kurtosis39.03443716
Mean1355.825484
Median Absolute Deviation (MAD)174
Skewness5.771885709
Sum11055401
Variance13917094.68
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
095611.7%
 
62332.9%
 
22102.6%
 
11632.0%
 
17931.1%
 
7861.1%
 
3781.0%
 
4630.8%
 
8620.8%
 
16580.7%
 
Other values (2562)615275.4%
 
ValueCountFrequency (%) 
095611.7%
 
11632.0%
 
22102.6%
 
3781.0%
 
4630.8%
 
ValueCountFrequency (%) 
323331< 0.1%
 
323221< 0.1%
 
323051< 0.1%
 
322951< 0.1%
 
322781< 0.1%
 

tests_positive
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count5916
Unique (%)74.9%
Missing260
Missing (%)3.2%
Infinite0
Infinite (%)0.0%
Mean28925.35596655688
Minimum0.0
Maximum466550.0
Zeros19
Zeros (%)0.2%
Memory size63.7 KiB

Quantile statistics

Minimum0
5-th percentile14
Q1829.25
median6948
Q330027.75
95-th percentile128459.05
Maximum466550
Range466550
Interquartile range (IQR)29198.5

Descriptive statistics

Standard deviation59715.62184
Coefficient of variation (CV)2.064473188
Kurtosis19.5677898
Mean28925.35597
Median Absolute Deviation (MAD)6873.5
Skewness4.088455613
Sum228336760
Variance3565955491
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1730.9%
 
2590.7%
 
3370.5%
 
30360.4%
 
6320.4%
 
14310.4%
 
5270.3%
 
69260.3%
 
22240.3%
 
8240.3%
 
Other values (5906)752592.3%
 
(Missing)2603.2%
 
ValueCountFrequency (%) 
0190.2%
 
1730.9%
 
2590.7%
 
3370.5%
 
4180.2%
 
ValueCountFrequency (%) 
4665501< 0.1%
 
4605501< 0.1%
 
4536591< 0.1%
 
4454001< 0.1%
 
4419771< 0.1%
 

tests_negative
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count6689
Unique (%)86.0%
Missing373
Missing (%)4.6%
Infinite0
Infinite (%)0.0%
Mean277888.0647731654
Minimum0.0
Maximum6951316.0
Zeros38
Zeros (%)0.5%
Memory size63.7 KiB

Quantile statistics

Minimum0
5-th percentile131
Q115215
median84592
Q3292317
95-th percentile1113717
Maximum6951316
Range6951316
Interquartile range (IQR)277102

Descriptive statistics

Standard deviation586718.6365
Coefficient of variation (CV)2.111348816
Kurtosis37.33805232
Mean277888.0648
Median Absolute Deviation (MAD)81116
Skewness5.287544843
Sum2162247032
Variance3.442387584e+11
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0380.5%
 
36250.3%
 
94200.2%
 
113280170.2%
 
8187160.2%
 
255766150.2%
 
22092140.2%
 
6088130.2%
 
9313130.2%
 
27110.1%
 
Other values (6679)759993.2%
 
(Missing)3734.6%
 
ValueCountFrequency (%) 
0380.5%
 
21< 0.1%
 
31< 0.1%
 
53< 0.1%
 
72< 0.1%
 
ValueCountFrequency (%) 
69513161< 0.1%
 
68360281< 0.1%
 
67144801< 0.1%
 
66019551< 0.1%
 
64805421< 0.1%
 

tests_pending
Real number (ℝ≥0)

MISSING

Distinct count486
Unique (%)49.9%
Missing7181
Missing (%)88.1%
Infinite0
Infinite (%)0.0%
Mean1225.813977389517
Minimum0.0
Maximum64400.0
Zeros29
Zeros (%)0.4%
Memory size63.7 KiB

Quantile statistics

Minimum0
5-th percentile2
Q124
median158
Q3518
95-th percentile1944.4
Maximum64400
Range64400
Interquartile range (IQR)494

Descriptive statistics

Standard deviation6167.91771
Coefficient of variation (CV)5.031691451
Kurtosis80.01360356
Mean1225.813977
Median Absolute Deviation (MAD)149
Skewness8.767773285
Sum1192717
Variance38043208.88
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0290.4%
 
2230.3%
 
6180.2%
 
5150.2%
 
20150.2%
 
4150.2%
 
1130.2%
 
12100.1%
 
35100.1%
 
7100.1%
 
Other values (476)81510.0%
 
(Missing)718188.1%
 
ValueCountFrequency (%) 
0290.4%
 
1130.2%
 
2230.3%
 
390.1%
 
4150.2%
 
ValueCountFrequency (%) 
644003< 0.1%
 
595002< 0.1%
 
574004< 0.1%
 
486001< 0.1%
 
150002< 0.1%
 

tests
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count7146
Unique (%)90.5%
Missing260
Missing (%)3.2%
Infinite0
Infinite (%)0.0%
Mean302835.54497086396
Minimum0.0
Maximum7417866.0
Zeros2
Zeros (%)< 0.1%
Memory size63.7 KiB

Quantile statistics

Minimum0
5-th percentile111.65
Q114927
median90510
Q3317251
95-th percentile1219437.55
Maximum7417866
Range7417866
Interquartile range (IQR)302324

Descriptive statistics

Standard deviation636042.9069
Coefficient of variation (CV)2.100291453
Kurtosis35.49400446
Mean302835.545
Median Absolute Deviation (MAD)87740.5
Skewness5.164044338
Sum2390583792
Variance4.045505794e+11
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2330.4%
 
1240.3%
 
65110.1%
 
17110.1%
 
8217100.1%
 
12100.1%
 
3890.1%
 
1890.1%
 
816990.1%
 
790.1%
 
Other values (7136)775995.2%
 
(Missing)2603.2%
 
ValueCountFrequency (%) 
02< 0.1%
 
1240.3%
 
2330.4%
 
390.1%
 
44< 0.1%
 
ValueCountFrequency (%) 
74178661< 0.1%
 
72965781< 0.1%
 
71681391< 0.1%
 
70473551< 0.1%
 
69158761< 0.1%
 

patients_icu
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count864
Unique (%)30.5%
Missing5320
Missing (%)65.2%
Infinite0
Infinite (%)0.0%
Mean378.5363443895554
Minimum0.0
Maximum5225.0
Zeros9
Zeros (%)0.1%
Memory size63.7 KiB

Quantile statistics

Minimum0
5-th percentile9
Q163
median150
Q3362
95-th percentile1502
Maximum5225
Range5225
Interquartile range (IQR)299

Descriptive statistics

Standard deviation653.4553289
Coefficient of variation (CV)1.726268398
Kurtosis19.69100206
Mean378.5363444
Median Absolute Deviation (MAD)117
Skewness3.920168781
Sum1072772
Variance427003.8668
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9490.6%
 
8320.4%
 
2280.3%
 
11260.3%
 
10250.3%
 
18240.3%
 
13220.3%
 
7200.2%
 
14190.2%
 
12180.2%
 
Other values (854)257131.5%
 
(Missing)532065.2%
 
ValueCountFrequency (%) 
090.1%
 
2280.3%
 
360.1%
 
4120.1%
 
5140.2%
 
ValueCountFrequency (%) 
52251< 0.1%
 
52051< 0.1%
 
51981< 0.1%
 
51561< 0.1%
 
50711< 0.1%
 

patients_hosp
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count1914
Unique (%)34.4%
Missing2590
Missing (%)31.8%
Infinite0
Infinite (%)0.0%
Mean960.9338605319914
Minimum0.0
Maximum18825.0
Zeros14
Zeros (%)0.2%
Memory size63.7 KiB

Quantile statistics

Minimum0
5-th percentile13
Q195
median380
Q3924.5
95-th percentile4322.4
Maximum18825
Range18825
Interquartile range (IQR)829.5

Descriptive statistics

Standard deviation1875.26954
Coefficient of variation (CV)1.951507401
Kurtosis28.85531246
Mean960.9338605
Median Absolute Deviation (MAD)326
Skewness4.691128774
Sum5346636
Variance3516635.849
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
13410.5%
 
19340.4%
 
14340.4%
 
12340.4%
 
3320.4%
 
29280.3%
 
8280.3%
 
10270.3%
 
16270.3%
 
24270.3%
 
Other values (1904)525264.4%
 
(Missing)259031.8%
 
ValueCountFrequency (%) 
0140.2%
 
1130.2%
 
2140.2%
 
3320.4%
 
4170.2%
 
ValueCountFrequency (%) 
188251< 0.1%
 
187071< 0.1%
 
186971< 0.1%
 
186541< 0.1%
 
185691< 0.1%
 

patients_vent
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count560
Unique (%)22.6%
Missing5674
Missing (%)69.6%
Infinite0
Infinite (%)0.0%
Mean179.76008064516128
Minimum0.0
Maximum2425.0
Zeros26
Zeros (%)0.3%
Memory size63.7 KiB

Quantile statistics

Minimum0
5-th percentile3
Q126
median85
Q3192
95-th percentile739.05
Maximum2425
Range2425
Interquartile range (IQR)166

Descriptive statistics

Standard deviation285.304029
Coefficient of variation (CV)1.587137856
Kurtosis13.70653208
Mean179.7600806
Median Absolute Deviation (MAD)68
Skewness3.336826306
Sum445805
Variance81398.38897
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2450.6%
 
4450.6%
 
7430.5%
 
5380.5%
 
3370.5%
 
1310.4%
 
6300.4%
 
0260.3%
 
14230.3%
 
17220.3%
 
Other values (550)214026.2%
 
(Missing)567469.6%
 
ValueCountFrequency (%) 
0260.3%
 
1310.4%
 
2450.6%
 
3370.5%
 
4450.6%
 
ValueCountFrequency (%) 
24251< 0.1%
 
22951< 0.1%
 
22031< 0.1%
 
20731< 0.1%
 
20201< 0.1%
 

recovered
Real number (ℝ≥0)

MISSING

Distinct count3057
Unique (%)61.4%
Missing3172
Missing (%)38.9%
Infinite0
Infinite (%)0.0%
Mean12244.892814130872
Minimum2.0
Maximum244449.0
Zeros0
Zeros (%)0.0%
Memory size63.7 KiB

Quantile statistics

Minimum2
5-th percentile49
Q1686
median3237
Q313363.5
95-th percentile59187.8
Maximum244449
Range244447
Interquartile range (IQR)12677.5

Descriptive statistics

Standard deviation21744.18362
Coefficient of variation (CV)1.775775742
Kurtosis18.62266767
Mean12244.89281
Median Absolute Deviation (MAD)2970.5
Skewness3.464229693
Sum61004056
Variance472809521.3
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
19400.5%
 
15260.3%
 
12230.3%
 
61200.2%
 
29180.2%
 
15642180.2%
 
64160.2%
 
35140.2%
 
51130.2%
 
93157130.2%
 
Other values (3047)478158.6%
 
(Missing)317238.9%
 
ValueCountFrequency (%) 
21< 0.1%
 
41< 0.1%
 
760.1%
 
970.1%
 
1190.1%
 
ValueCountFrequency (%) 
2444491< 0.1%
 
2291072< 0.1%
 
2215101< 0.1%
 
2122161< 0.1%
 
2038261< 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

state_fipsstate_namelatlongdatecasesdeathstests_positivetests_negativetests_pendingtestspatients_icupatients_hosppatients_ventrecovered
036New York42.913397-75.5962727/1/202039877031791394079.03577569.0NaN3971648.0226.0879.0139.070590.0
136New York42.913397-75.5962727/2/202039964231814394954.03646639.0NaN4041593.0209.0878.0129.070698.0
236New York42.913397-75.5962727/3/202040056131836395872.03712113.0NaN4107985.0188.0857.0125.070794.0
336New York42.913397-75.5962727/4/202040128631860396598.03773790.0NaN4170388.0190.0844.0119.070877.0
436New York42.913397-75.5962727/5/202040182231895397131.03836672.0NaN4233803.0178.0832.0116.070968.0
536New York42.913397-75.5962727/6/202040233831911397649.03890482.0NaN4288131.0170.0817.0103.071040.0
636New York42.913397-75.5962727/7/202040292831934398237.03946630.0NaN4344867.0160.0836.0103.071091.0
736New York42.913397-75.5962727/8/202040361931945398929.04003523.0NaN4402452.0166.0841.097.071185.0
836New York42.913397-75.5962727/9/202040420731979399513.04068503.0NaN4468016.0173.0851.098.071279.0
936New York42.913397-75.5962727/10/202040499732004400299.04141275.0NaN4541574.0178.0826.092.071371.0

Last rows

state_fipsstate_namelatlongdatecasesdeathstests_positivetests_negativetests_pendingtestspatients_icupatients_hosppatients_ventrecovered
814436New York42.913397-75.5962726/21/202039270230884387936.03007383.0NaN3395319.0332.01142.0237.069506.0
814536New York42.913397-75.5962726/22/202039325730934388488.03063611.0NaN3452099.0330.01122.0228.069710.0
814636New York42.913397-75.5962726/23/202039385530970389085.03111723.0NaN3500808.0302.01104.0228.069710.0
814736New York42.913397-75.5962726/24/202039443031001389666.03162286.0NaN3551952.0290.01071.0228.069710.0
814836New York42.913397-75.5962726/25/202039516831029390415.03229179.0NaN3619594.0270.0996.0167.070010.0
814936New York42.913397-75.5962726/26/202039597231075391220.03290097.0NaN3681317.0244.0951.0167.070010.0
815036New York42.913397-75.5962726/27/202039666931105391923.03362656.0NaN3754579.0230.0908.0167.070010.0
815136New York42.913397-75.5962726/28/202039729331137392539.03423946.0NaN3816485.0229.0869.0167.070010.0
815236New York42.913397-75.5962726/29/202039768431143392930.03469983.0NaN3862913.0216.0853.0136.070435.0
815336New York42.913397-75.5962726/30/202039814231776393454.03521484.0NaN3914938.0217.0891.0137.070487.0